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.1em plus1ex minus.2ex-.5emTraditional Fully Supervised Action Recognition.
The seminal work of Simonyan and Zisserman [1]} introduced the now standard two-stream deep learning framework, which combines spatial and temporal information. Spatio-temporal CNNs [2]}, [3]}, [4]} are also widely used as backbones for many applications, including this work. More recently, research has incorporated attention [5]}, [6]} and leveraged the multi-modal nature of videos [7]}. Ji et al. [8]}, proposed the use of knowledge maps for coarse-to-fine action recognition.
